The graph represents a network of 4,875 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, 12 September 2021 at 13:16 UTC.
The requested start date was Sunday, 12 September 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 5-day, 2-hour, 36-minute period from Monday, 06 September 2021 at 17:08 UTC to Saturday, 11 September 2021 at 19:45 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 : 4875
Unique Edges : 3606
Edges With Duplicates : 9430
Total Edges : 13036
Number of Edge Types : 5
Retweet : 3190
MentionsInRetweet : 3776
Tweet : 4308
Mentions : 1692
Replies to : 70
Self-Loops : 4579
Reciprocated Vertex Pair Ratio : 0.0284906993171651
Reciprocated Edge Ratio : 0.0554029304029304
Connected Components : 1987
Single-Vertex Connected Components : 1432
Maximum Vertices in a Connected Component : 1733
Maximum Edges in a Connected Component : 8072
Maximum Geodesic Distance (Diameter) : 14
Average Geodesic Distance : 5.004377
Graph Density : 0.000183832581042265
Modularity : 0.37926
NodeXL Version : 1.0.1.446
Data Import : The graph represents a network of 4,875 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, 12 September 2021 at 13:16 UTC.
The requested start date was Sunday, 12 September 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 5-day, 2-hour, 36-minute period from Monday, 06 September 2021 at 17:08 UTC to Saturday, 11 September 2021 at 19:45 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:
[286] social,media [236] #digitalmarketing,#marketing [207] #marketing,#digitalmarketing [185] #javascript,#github [185] #github,#nodejs [184] #devops,#100daysofcode [182] #nodejs,#cybersecurity [182] #cybersecurity,#devops [169] #100daysofcode,#datascience [168] #datascience,#ai Top Word Pairs in Tweet in G1:
[137] social,media [70] #marketing,#business [67] link,bio [61] #marketing,#digitalmarketing [54] media,marketing [51] ø,ù [50] click,link [50] #digitalmarketing,#marketing [49] #online,class [49] #biology,#nursing Top Word Pairs in Tweet in G2:
[182] #javascript,#github [182] #github,#nodejs [181] #devops,#100daysofcode [179] #nodejs,#cybersecurity [179] #cybersecurity,#devops [167] #100daysofcode,#datascience [166] #datascience,#ai [143] #hclswlobpâ,#nocodeâ [143] #nocodeâ,#lowcodeâ [143] #lowcodeâ,#javascriptâ Top Word Pairs in Tweet in G3:
[130] #digitalmarketing,#marketing [90] #zirigozagroup,#e [90] #e,commerce [90] commerce,#marketing [89] #marketing,#enkil [89] #enkil,#8020 [74] #marketing,#digitalmarketing [62] #marketing,#seo [58] social,media [56] #loscabos,#cabosanlucas Top Word Pairs in Tweet in G4:
[40] #dogecoin,#bitcoin [35] #affiliatemarketing,#affiliate [35] #marketing,#networking [33] #affiliatemarketing,#gift [33] #gift,#shopping [30] #shopping,#gifts [30] #gifts,#onlineshopping [30] free,shipping [30] shipping,purchases [30] purchases,over Top Word Pairs in Tweet in G5:
[11] #marketing,#digitalmarketing [11] preparing,big [11] big,marketing [11] marketing,push [11] push,hype [11] hype,partnership [11] partnership,think [11] think,effective [10] cleanoceantoken,preparing [10] effective,methâ Top Word Pairs in Tweet in G6:
[12] social,media [12] xd,figma [12] figma,#design [11] free,training [11] training,#video [11] #video,#editing [11] #editing,#software [11] #software,#music [9] #marketing,#socialmedia [9] #website,#webdesign Top Word Pairs in Tweet in G7:
[27] #marketing,#digitalmarketing [18] group,buy [13] #internet,#digitalmarketing [13] #digitalmarketing,#strategy [12] groupbuyseotool,#marketing [11] #internetmarketing,#affiliatemarketing [11] #websiterank,#marketing [10] #digitalmarketing,#seo [10] #seo,#internetmarketing [9] content,marketing Top Word Pairs in Tweet in G8:
[22] #vente,#commerce [22] #commerce,#marketing [22] #marketing,#marketingenligne [22] #marketingenligne,#snapchat [22] #snapchat,#tiktok [22] #tiktok,#business [22] #business,#b2b [22] #b2b,#b2c [22] #b2c,#designgraphic [22] #designgraphic,#infographie Top Word Pairs in Tweet in G9:
[7] #html,#css [7] #css,#php [7] #php,#javascript [6] follow,seollp [6] seollp,#html [6] #javascript,#software [6] #software,#ceo [6] #ceo,#market [5] #seo,broken [5] broken,down Top Word Pairs in Tweet in G10:
[23] tom2themoon,mxs [17] mxs,join [14] join,team [12] team,move [12] move,ranks [12] ranks,ask [12] ask,congrats [12] congrats,rank [11] #mxs,#marketing [11] rank,prom Top Replied-To in Entire Graph:
Top Replied-To in G1:
Top Replied-To in G2:
Top Replied-To in G3:
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: