The graph represents a network of 4,599 Twitter users whose tweets in the requested range contained "#marketing", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 24 October 2021 at 13:13 UTC.
The requested start date was Sunday, 24 October 2021 at 00:01 UTC and the maximum number of days (going backward) was 14.
The maximum number of tweets collected was 7,500.
The tweets in the network were tweeted over the 2-day, 1-hour, 51-minute period from Wednesday, 20 October 2021 at 17:55 UTC to Friday, 22 October 2021 at 19:46 UTC.
Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".
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 : 4599
Unique Edges : 3346
Edges With Duplicates : 10399
Total Edges : 13745
Number of Edge Types : 5
Tweet : 3829
Retweet : 3791
MentionsInRetweet : 4362
Mentions : 1655
Replies to : 108
Self-Loops : 4021
Reciprocated Vertex Pair Ratio : 0.0354090354090354
Reciprocated Edge Ratio : 0.0683962264150943
Connected Components : 1778
Single-Vertex Connected Components : 1212
Maximum Vertices in a Connected Component : 1576
Maximum Edges in a Connected Component : 9028
Maximum Geodesic Distance (Diameter) : 16
Average Geodesic Distance : 5.803717
Graph Density : 0.000200508819503379
Modularity : 0.352506
NodeXL Version : 1.0.1.447
Data Import : The graph represents a network of 4,599 Twitter users whose tweets in the requested range contained "#marketing", or who were replied to or mentioned in those tweets. The network was obtained from the NodeXL Graph Server on Sunday, 24 October 2021 at 13:13 UTC.
The requested start date was Sunday, 24 October 2021 at 00:01 UTC and the maximum number of days (going backward) was 14.
The maximum number of tweets collected was 7,500.
The tweets in the network were tweeted over the 2-day, 1-hour, 51-minute period from Wednesday, 20 October 2021 at 17:55 UTC to Friday, 22 October 2021 at 19:46 UTC.
Additional tweets that were mentioned in this data set were also collected from prior time periods. These tweets may expand the complete time period of the data.
There is an edge for each "replies-to" relationship in a tweet, an edge for each "mentions" relationship in a tweet, and a self-loop edge for each tweet that is not a "replies-to" or "mentions".
Layout Algorithm : The graph was laid out using the Harel-Koren Fast Multiscale layout algorithm.
Graph Source : GraphServerTwitterSearch
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:
[612] telegram,reddit [425] #mxs,telegram [390] reddit,facebook [297] #devops,#100daysofcode [295] #github,#nodejs [295] #nodejs,#cybersecurity [295] #cybersecurity,#devops [289] #javascript,#github [274] #datascience,#ai [270] #100daysofcode,#datascience Top Word Pairs in Tweet in G1:
[81] #business,#marketing [77] social,media [68] #marketing,#digitalmarketing [51] digital,marketing [44] #digitalmarketing,#marketing [42] #online,class [39] #socialmedia,#marketing [36] #marketing,#business [36] #marketing,#socialmedia [34] #branding,#marketing Top Word Pairs in Tweet in G2:
[29] #socialmedia,#marketing [20] digital,influencers [20] statistacharts,enricomolinari [17] agile,process [17] process,#startups [17] #startups,info [17] info,antgrasso [17] antgrasso,#startup [17] #startup,#strategy [17] #strategy,#business Top Word Pairs in Tweet in G3:
[87] #zirigozagroup,#e [86] #e,commerce [84] commerce,#marketing [84] #marketing,#enkil [84] #enkil,#8020 [78] #marketing,#seo [49] #strategy,#competitiveintelligence [47] #competitiveintelligence,#marketing [38] #digitalmarketing,#marketing [34] #zirigozagroup,#marketing Top Word Pairs in Tweet in G4:
[48] #digital,#marketing [35] #digitalmarketing,#digital [34] #advertising,newswire [32] passle,timothy_hughes [26] timothy_hughes,dlaignite [26] #marketing,#inbound [25] #marketing,#content [22] #marketing,#socialmedia [21] 10,ways [20] #socialmedia,#digital Top Word Pairs in Tweet in G5:
[292] #devops,#100daysofcode [290] #github,#nodejs [290] #nodejs,#cybersecurity [290] #cybersecurity,#devops [284] #javascript,#github [265] #100daysofcode,#datascience [265] #datascience,#ai [265] #ai,#bot [216] #lowcode,#javascript [197] #hclswlobp,#nocode Top Word Pairs in Tweet in G6:
[90] informative,inspiring [90] inspiring,guide [90] guide,' [90] ','very [90] 'very,helpful [90] helpful,encouraging' [90] encouraging','perfect [90] 'perfect,writer [90] writer,stage' [89] lhallwriter,'dynamic Top Word Pairs in Tweet in G7:
[19] social,media [16] build,saas [15] 24,expert [15] expert,seo [15] seo,tips [15] tips,advice [15] advice,boost [15] boost,traffic [15] traffic,2021 [13] #marketing,#digitalmarketing Top Word Pairs in Tweet in G8:
[603] telegram,reddit [415] #mxs,telegram [387] reddit,facebook [221] facebook,co [207] co,fn7tffe079 [207] fn7tffe079,co [206] co,h9jyah06lc [202] h9jyah06lc,co [193] co,ffbjprlite [191] #marketing,#btc Top Word Pairs in Tweet in G9:
[13] wwwhatsnew,#tecnologia [12] #tecnologia,#marketing [12] #marketing,#internet [9] sepulestrella,hedwigkudo [9] hedwigkudo,richartasanchez [9] richartasanchez,alfchoice [9] alfchoice,activithink [9] activithink,perbea123 [9] perbea123,anabelanogs [9] anabelanogs,ramiro_garces Top Word Pairs in Tweet in G10:
[58] dsrptdsummit,2021 [58] 2021,international [58] international,investing [58] investing,collective [58] collective,startups [58] startups,scale [58] scale,ups [58] ups,angel [58] angel,investors [58] investors,safehamsters Top Replied-To in Entire Graph:
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Top Mentioned in Entire Graph:
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Top Tweeters in Entire Graph:
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Top Tweeters in G10: