The graph represents a network of 1,690 Twitter users whose recent tweets contained "#digitalmarketingagency", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Monday, 09 January 2023 at 07:03 UTC.
The tweets in the network were tweeted over the 10-day, 0-hour, 48-minute period from Friday, 30 December 2022 at 05:53 UTC to Monday, 09 January 2023 at 06:42 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 : 1690
Unique Edges : 1400
Edges With Duplicates : 1842
Total Edges : 3242
Number of Edge Types : 5
Tweet : 2525
Retweet : 388
Mentions : 174
MentionsInRetweet : 107
Replies to : 48
Self-Loops : 2553
Reciprocated Vertex Pair Ratio : 0.0159574468085106
Reciprocated Edge Ratio : 0.031413612565445
Connected Components : 1257
Single-Vertex Connected Components : 1085
Maximum Vertices in a Connected Component : 30
Maximum Edges in a Connected Component : 113
Maximum Geodesic Distance (Diameter) : 5
Average Geodesic Distance : 1.542885
Graph Density : 0.000200742009732309
Modularity : 0.343332
NodeXL Version : 1.0.1.508
Data Import : The graph represents a network of 1,690 Twitter users whose recent tweets contained "#digitalmarketingagency", or who were replied to or mentioned in those tweets, taken from a data set limited to a maximum of 18,000 tweets. The network was obtained from Twitter on Monday, 09 January 2023 at 07:03 UTC.
The tweets in the network were tweeted over the 10-day, 0-hour, 48-minute period from Friday, 30 December 2022 at 05:53 UTC to Monday, 09 January 2023 at 06:42 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 : TwitterSearch
Graph Term : #digitalmarketingagency
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:
[662] #digitalmarketing,#digitalmarketingagency [422] digital,marketing [233] social,media [196] happy,year [186] #digitalmarketingagency,#digitalmarketingservices [168] #digitalmarketing,#digitalmarketingtips [163] #digitalmarketingagency,#digitalmarketing [156] #digitalmarketingagency,#digitalmarketingtips [135] #digitalmarketing,#marketing [133] #socialmediamarketing,#socialmedia Top Word Pairs in Tweet in G1:
[427] #digitalmarketing,#digitalmarketingagency [275] digital,marketing [154] social,media [139] happy,year [117] #digitalmarketingagency,#digitalmarketing [107] #digitalmarketing,#digitalmarketingtips [101] #digitalmarketingagency,#digitalmarketingtips [94] #marketingstrategy,#digitalmarketingagency [88] #digitalmarketingagency,#digitalmarketingservices [86] #digitalmarketing,#marketing Top Word Pairs in Tweet in G2:
[43] #digitalmarketing,#digitalmarketingagency [38] #lightbuzzmedia,#digitalmarketing [29] #digitalmarketingagency,#socialmediaagency [25] #socialmediaagency,#socialmediamarketing [14] #socialmediamarketing,#marketingagency [12] zomato,letsblinkit [9] #socialmediamarketing,#digitalmarketingmeme [8] #digitalmarketingagency,#digitalmarketing [7] #marketingagency,#digitalmarketingmeme [7] #zomato,#blinkit Top Word Pairs in Tweet in G3:
[10] #marketingexpert,#socialmedia [10] #b2bleadgeneratin,#marketingexpert [10] media,manager [10] #manager,#socialmediamarketing [10] manager,offer [10] #digitalmarkeing,#b2bleadgeneratin [10] #socialmediamanager,#media [10] #socialmedia,#socialmediamanager [10] services,#digitalmarketingagency [10] social,media Top Word Pairs in Tweet in G4:
[32] social,media [19] #digitalmarketingagency,#digitalmarketingservices [16] #fiverrseller,#digitalmarketingagency [16] media,content [16] ace,shark [16] high,quality [16] create,high [16] technologies,consulting [16] #fiverr,#fiverrgigs [16] content,business Top Word Pairs in Tweet in G5:
[30] digital,marketing [24] #digitalmarketingagency,#digitalmarketingservices [22] #marketingagency,#digitalmarketing [22] agency,#marketingagency [22] marketing,agency [22] #digitalmarketing,#agency [21] successful,digital [17] #marketingsuccess,#digitalmarketingagency [17] #digitalmarketingservices,#marketers [17] #agency,#marketingsuccess Top Word Pairs in Tweet in G6:
[10] curieuxexplorer,nicochan33 [10] plays,role [10] glengilmore,fabriziobustama [10] buying,cycle [10] fabriziobustama,betamoroney [10] #contentmarketing,plays [10] chidambara09,#digitalmarketingagency [10] betamoroney,ragusosergio [10] kanezadiane,rldi_lamy [10] enricomolinari,glengilmore Top Word Pairs in Tweet in G7:
[9] brand,#digitalmarketingservices [9] true,day [9] inform,entertain [9] promote,brand [9] aim,inform [9] rule,stays [9] stays,true [9] day,80 [9] educate,community [9] old,rule Top Word Pairs in Tweet in G8:
[4] #digitalmarketing,#digitalmarketingagency [4] #seo,#digitalmarketing [3] #seonghwa,#seo [3] sejournal,#seo [3] #digitalmarketingtips,#digitalmarketingagency [3] #seo,#digitalmarketingagency [2] vahandev,sejournal [2] #digitalmarketingagency,#digitalmarketingtips [2] sejournal,#seokjin [2] comprehensive,guide Top Word Pairs in Tweet in G9:
[12] #digitalmarketingagency,#digitalmarketingtips [12] #entrepreneur,#work [12] #digitalmarketingtips,#bhfyp [12] #bhfyp,#tiktok [12] #business,#entrepreneur [12] #tiktok,#business [11] choice,many [11] enjoy,video [11] video,video [11] video,choice Top Word Pairs in Tweet in G10:
[18] #digitalmarketing,#marketing [17] #marketingdigital,#onlinemarketing [16] #socialmediamarketing,#socialmedia [16] #marketing,#socialmediamarketing [15] #entrepreneur,#instagram [15] #contentmarketing,#marketingstrategy [15] #business,#seo [15] #instagram,#advertising [15] #onlinemarketing,#entrepreneur [15] #marketingstrategy,#digitalmarketingagency 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 G9:
Top Mentioned in Entire Graph:
Top Mentioned in G1:
Top Mentioned in G2:
Top Mentioned in G3:
Top Mentioned in G5:
Top Mentioned in G6:
Top Mentioned in G8:
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: